Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128714	ENR	Terry Hawkins	1953-07-21	UHC-65368-09	9885114192	9206 Spring St Apt 28, San Antonio, TX, 78277	0.54	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-115600	ENR	Rger X Montgomery	—	UHC-06433-89	3832114196	8238 Sunset Blvd, Miami, FL	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-106326	ENR	Ann T Blel	1956-02-23	UHC-51687-65	—	712 Indian School Rd, Mesa, AZ, 85258	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-101898	ENR	Gerald Roberts	—	UHC-67087-61	8499643728	4789 Baseline Rd # 864, Seattle, WA, 98156	0.54	Name re-cased Date of birth missing Phone reformatted Unit split from street+1 more
ENR-141497	ENR	Laura J Nichols	—	UHC-18482-51	5193302410	6981 Willow Ct, Denver, CO, 80281	0.54	Name re-cased Date of birth missing Member ID reformatted SSN last four extracted+1 more
ENR-120944	ENR	Paul L Henry	1950-12-23	UHC-44952-30	7779024897	6812 Elm St, Austin, TX, 78756	0.54	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-115640	ENR	Jesse H Martin	1958-10-04	UHC-46287-43	3535740530	2119 Pine Dr, Las Vegas, NV, 89193	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142723	ENR	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct Apt 30, Sacramento, CA, 95894	0.54	Name re-cased Two-digit birth year Unit split from street Gender normalised+1 more
ENR-106838	ENR	Dorothy A Gray	1945-08-20	UHC-28039-87	7976634776	9607 Meadow Ln, Las Vegas, NV	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103734	ENR	Randy Tucker	1974-05-03	UHC-77271-97	—	8420 Central Ave, Jacksonville, FL	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-131551	ENR	Kathryn Ross	1957-08-13	UHC-29384-14	7675614467	6403 Mesa Dr Apt 4, Dallas, TX, 75258	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-124012	ENR	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-119425	ENR	Ahmed E Olson	1964-06-22	UHC-42356-94	8796669696	2114 Bayshore Dr, San Diego, CA	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-129764	ENR	Arnold Gerald	1960-12-28	UHC-27129-15	5026210058	2439 Oak St, Minneapolis, MN, 55447	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138187	ENR	Ralph Howard	1940-12-26	UHC-26532-61	2154523917	9125 Apache Blvd Apt 31, Gilbert, AZ, 85250	0.54	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+1 more
ENR-137381	ENR	Freeman Diana	2005-02-21	UHC-59043-73	4383608815	8283 Ocean Ave, San Diego, CA	0.54	Name re-cased Two-digit birth year State name converted to code ZIP missing+1 more
ENR-117054	ENR	Olivia Washington	1982-05-10	UHC-79196-55	—	4213 Lake View Rd, Glendale, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142091	ENR	David Green	1962-05-06	UHC-37765-37	—	3728 Jefferson Ave, Tucson, AZ, 85733	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
ENR-130963	ENR	Brenda Q Allen	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd, Atlanta, GA, 30345	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-103102	ENR	James K Welch	1940-10-26	UHC-63981-37	2538935806	2755 Canyon Rd, Austin, TX, 78771	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103103	ENR	James K Welch	1940-10-26	UHC-63981-37	2538935806	2755 Canyon Rd, Austin, TX, 78771	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112500	ENR	Marcus Howell	1970-01-07	UHC-10024-33	—	521 Mountain View Dr, Denver, CO, 80240	0.54	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-132940	ENR	Ptaricia E Dominguez	1990-10-19	UHC-15071-60	4487713346	8768 Canyon Rd, Los Angeles, CA, 90034	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139720	ENR	Steven M Griffin	2008-09-14	UHC-95954-44	—	1826 Central Ave, Sacramento, CA, 95839	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114339	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd, Minneapolis, MN, 55459	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141798	ENR	Edward O Santos	1980-10-27	UHC-53994-50	—	7324 River Rd, Charlotte, NC, 28249	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-109412	ENR	Sara L Fields	—	UHC-44926-42	—	1134 Union St, Austin, TX, 78707	0.54	Name re-cased Date of birth unreadable Phone missing area code Gender normalised+1 more
ENR-112718	ENR	Joshua B Hoffman	—	UHC-75819-13	—	4968 Indian School Rd, Austin, TX, 78725	0.54	Name re-cased Date of birth missing Phone missing area code Gender normalised+1 more
ENR-117869	ENR	Joshua Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.54	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+1 more
ENR-137400	ENR	Emma Y Alvarez	1980-08-14	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-130893	ENR	Steven Hunt	—	UHC-31698-06	—	2211 Willow Ct, Charlotte, NC, 28208	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-118203	ENR	William W Thomas	1963-02-12	UHC-69152-82	—	6444 Ridge Rd, Scottsdale, AZ, 85280	0.54	Name re-cased Phone missing area code State name converted to code Gender normalised+1 more
ENR-117587	ENR	Camila B Snyder	1951-11-11	UHC-68703-09	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.56	Name re-cased Two-digit birth year State name converted to code Gender normalised
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-116068	ENR	Edward Z Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-127786	ENR	Gary Guerrero	1985-12-10	UHC-18725-71	4105945149	5571 Jefferson Ave, Los Angeles, CA, 90070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-140344	ENR	Judith Morgan	1942-12-17	UHC-85227-49	4493674179	112 Meadow Ln, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121152	ENR	Angela E Bailey	1948-09-23	UHC-80041-28	7426405263	8818 Lincoln Way, Atlanta, GA, 30327	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-130813	ENR	Jason H Flores	1986-04-25	UHC-47912-69	7102945551	8992 Central Ave Apt 12, Orlando, FL, 32828	0.56	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-104548	ENR	Vincent Bell	1981-05-27	UHC-76478-57	9532051986	6419 Lake View Rd, Seattle, WA, 98163	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-109954	ENR	Joe G Cole	1985-08-07	UHC-46172-66	4989124773	7865 Maple Ave Apt 35, Gilbert, AZ, 85294	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-112600	ENR	Andrew L Bennett	1959-07-03	UHC-25240-08	3412037316	7139 Grand Ave, Denver, CO	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-140660	ENR	Dennis Mendez	1934-04-26	UHC-45203-64	—	1631 Canyon Rd, Phoenix, AZ, 85093	0.56	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119323	ENR	Shirley W Adams	1972-07-20	UHC-91288-40	9159511274	8927 Ridge Rd, Houston, TX, 77070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-102775	ENR	Amber Armstrong	1991-11-26	UHC-39729-71	—	145 Sage Ct # 117, Atlanta, GA, 30392	0.56	Name re-cased Two-digit birth year Phone missing area code Unit split from street
ENR-121662	ENR	Judith Obrien	1942-09-19	UHC-60232-99	5109820373	3631 Highland Ave, Tempe, AZ, 85233	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-128842	ENR	Megan Q Burton	1960-11-09	UHC-99195-77	4718390466	6057 Jefferson Ave, Los Angeles, CA, 90069	0.56	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-112531	ENR	Valentina Rios	1989-10-21	UHC-36880-73	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more

17,310 rows, page 35 of 347Previous Next